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Yao-Xin Wu

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#machine learning Preprint Sep 2026

Learning to Optimize through Solver-Grounded Self-Play

Results indicate that with zero curated data, OPT-Zero matches state-of-the-art data-dependent methods while exhibiting substantially stronger generalizability, establishing self-play training as a highly scalable paradigm for advancing LLM reasoning in modeling and solving optimization problems.

Xia Jiang, Yao-Xin Wu, Chen-Yu Zhou et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Multi-Term Fourier Graph Neural Network with Sample Relationship Learning for Enhanced Remaining Useful Life Prediction

A novel framework called Multi-Term Fourier Graph Neural Network with Sample Relationship Learning (MTFGN-SRL) is introduced, which considers the sample as a single complete graph and utilize a Fourier Graph Neural Network (FGN) to capture the spatio-temporal information in the frequency domain.

Ya Song, Laurens Bliek, Yao-Xin Wu et al. · 0 citations

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